@article{schalk2008two,
  title={Two-dimensional movement control using electrocorticographic signals in humans},
  author={Schalk, G. and Miller, KJ and Anderson, NR and Wilson, JA and Smyth, MD and Ojemann, JG and Moran, DW and Wolpaw, JR and Leuthardt, EC},
  journal={Journal of neural engineering},
  volume={5},
  number={1},
  pages={75},
  year={2008},
  publisher={IOP Publishing}
}

@article{jerbi2009task,
  title={Task-related gamma-band dynamics from an intracerebral perspective: Review and implications for surface EEG and MEG},
  author={Jerbi, K. and Ossand{\'o}n, T. and Hamam{\'e}, C.M. and Senova, S. and Dalal, S.S. and Jung, J. and Minotti, L. and Bertrand, O. and Berthoz, A. and Kahane, P. and others},
  journal={Human brain mapping},
  volume={30},
  number={6},
  pages={1758--1771},
  year={2009},
  publisher={Wiley Online Library}
}

@book{iber2007aasm,
  title={The AASM manual for the scoring of sleep and associated events: rules, terminology and technical specifications},
  author={Iber, C.},
  year={2007},
  publisher={American Academy of Sleep Medicine}
}

@article{koyama2010comparison,
  title={Comparison of brain--computer interface decoding algorithms in open-loop and closed-loop control},
  author={Koyama, S. and Chase, S.M. and Whitford, A.S. and Velliste, M. and Schwartz, A.B. and Kass, R.E.},
  journal={Journal of computational neuroscience},
  volume={29},
  number={1},
  pages={73--87},
  year={2010},
  publisher={Springer}
}

@article{dickey2009single,
  title={Single-unit stability using chronically implanted multielectrode arrays},
  author={Dickey, A.S. and Suminski, A. and Amit, Y. and Hatsopoulos, N.G.},
  journal={Journal of neurophysiology},
  volume={102},
  number={2},
  pages={1331--1339},
  year={2009},
  publisher={Am Physiological Soc}
}

@article{bjornsson2006effects,
  title={Effects of insertion conditions on tissue strain and vascular damage during neuroprosthetic device insertion},
  author={Bjornsson, CS and Oh, S.J. and Al-Kofahi, YA and Lim, YJ and Smith, KL and Turner, JN and De, S. and Roysam, B. and Shain, W. and Kim, S.J.},
  journal={Journal of neural engineering},
  volume={3},
  number={3},
  pages={196},
  year={2006},
  publisher={IOP Publishing}
}

@article{freeman2003spatial,
  title={Spatial spectra of scalp EEG and EMG from awake humans},
  author={Freeman, W.J. and Holmes, M.D. and Burke, B.C. and Vanhatalo, S.},
  journal={Clinical Neurophysiology},
  volume={114},
  number={6},
  pages={1053--1068},
  year={2003},
  publisher={Elsevier}
}

@article{chao2010long,
  title={Long-term asynchronous decoding of arm motion using electrocorticographic signals in monkeys},
  author={Chao, Z.C. and Nagasaka, Y. and Fujii, N.},
  journal={Frontiers in neuroengineering},
  volume={3},
  year={2010},
  publisher={Frontiers Research Foundation}
}

@article{donoho1994ideal,
  title={Ideal spatial adaptation by wavelet shrinkage},
  author={Donoho, D.L. and Johnstone, J.M.},
  journal={Biometrika},
  volume={81},
  number={3},
  pages={425--455},
  year={1994},
  publisher={Biometrika Trust}
}

@article{leuthardt2004brain,
  title={A brain--computer interface using electrocorticographic signals in humans},
  author={Leuthardt, E.C. and Schalk, G. and Wolpaw, J.R. and Ojemann, J.G. and Moran, D.W.},
  journal={Journal of neural engineering},
  volume={1},
  number={2},
  pages={63},
  year={2004},
  publisher={IOP Publishing}
}

@article{leuthardt2009evolution,
  title={Evolution of brain-computer interfaces: going beyond classic motor physiology},
  author={Leuthardt, E.C. and Schalk, G. and Roland, J. and Rouse, A. and Moran, D.W.},
  journal={Neurosurgical focus},
  volume={27},
  number={1},
  pages={E4},
  year={2009},
  publisher={NIH Public Access}
}

@article{moran2010evolution,
  title={Evolution of brain--computer interface: action potentials, local field potentials and electrocorticograms},
  author={Moran, D.},
  journal={Current opinion in neurobiology},
  volume={20},
  number={6},
  pages={741--745},
  year={2010},
  publisher={Elsevier}
}

@article{hochberg2006neuronal,
  title={Neuronal ensemble control of prosthetic devices by a human with tetraplegia},
  author={Hochberg, L.R. and Serruya, M.D. and Friehs, G.M. and Mukand, J.A. and Saleh, M. and Caplan, A.H. and Branner, A. and Chen, D. and Penn, R.D. and Donoghue, J.P.},
  journal={Nature},
  volume={442},
  number={7099},
  pages={164--171},
  year={2006},
  publisher={Nature Publishing Group}
}

@article{wolpaw2002brain,
  title={Brain-computer interfaces for communication and control},
  author={Wolpaw, J.R. and Birbaumer, N. and McFarland, D.J. and Pfurtscheller, G. and Vaughan, T.M. and others},
  journal={Clinical neurophysiology},
  volume={113},
  number={6},
  pages={767--791},
  year={2002},
  publisher={Amsterdam: Elsevier, c1999-}
}

@article{goring2002despiking,
  title={Despiking acoustic Doppler velocimeter data},
  author={Goring, D.G. and Nikora, V.I.},
  journal={Journal of Hydraulic Engineering},
  volume={128},
  number={1},
  pages={117--126},
  year={2002},
  publisher={American Society of Civil Engineers}
}






@article{acharya2010analysis,
  title={Analysis and automatic identification of sleep stages using higher order spectra},
  author={Acharya, U.R. and Chua , E.C.P.I.N. and Chua , K.C. and Min, L.I.M.C. and Tamura, T.},
  journal={International journal of neural systems},
  volume={20},
  number={06},
  pages={509--521},
  year={2010},
  publisher={World Scientific}
}

@article{flamary2012mixed,
  title={Mixed-norm Regularization for Brain Decoding},
  author={Flamary, R. and Jrad, N. and Phlypo, R. and Congedo, M. and Rakotomamonjy, A.},
  year={2012}
}

@article{lin2010real,
  title={A Real-Time Wireless Brain--Computer Interface System for Drowsiness Detection},
  author={Lin, C.T. and Chang, C.J. and Lin, B.S. and Hung, S.H. and Chao, C.F. and Wang, I.J.},
  journal={Biomedical Circuits and Systems, IEEE Transactions on},
  volume={4},
  number={4},
  pages={214--222},
  year={2010},
  publisher={IEEE}
}

@article{eliseyev2012l1,
  title={L1-Penalized N-way PLS for subset of electrodes selection in BCI experiments},
  author={Eliseyev, A. and Moro, C. and Faber, J. and Wyss, A. and Torres, N. and Mestais, C. and Benabid, A.L. and Aksenova, T.},
  journal={Journal of Neural Engineering},
  volume={9},
  number={4},
  pages={045010},
  year={2012},
  publisher={IOP Publishing}
}

@book{scholkopf2001learning,
  title={Learning with kernels: Support vector machines, regularization, optimization, and beyond},
  author={Sch{\"o}lkopf, B. and Smola, A.J.},
  year={2001},
  publisher={MIT press}
}

@article{jordan1994hierarchical,
  title={Hierarchical mixtures of experts and the EM algorithm},
  author={Jordan, M.I. and Jacobs, R.A.},
  journal={Neural computation},
  volume={6},
  number={2},
  pages={181--214},
  year={1994},
  publisher={MIT Press}
}


@article{chapelle2011boosted,
  title={Boosted multi-task learning},
  author={Chapelle, O. and Shivaswamy, P. and Vadrevu, S. and Weinberger, K. and Zhang, Y. and Tseng, B.},
  journal={Machine learning},
  volume={85},
  number={1},
  pages={149--173},
  year={2011},
  publisher={Springer}
}
@InProceedings{greedymiser,
  author =    {Z. Xu and K. Weinberger and O. Chapelle},
  title =     {The Greedy Miser: Learning under Test-time Budgets},
  booktitle = {ICML},
  year =      {2012},
  location =  {Edinburgh, Scotland, GB},
 
  pages=      {1175--1182},
}
month =     {July},
publisher = {ACM},
series =    {ICML '12},
editor =    {John Langford and Joelle Pineau},
address =   {New York, NY, USA},
isbn =      {978-1-4503-1285-1},
url =       {http://icml.cc/2012/papers/592.pdf},

@article{cortes1995support,
  title={Support-vector networks},
  author={Cortes, C. and Vapnik, V.},
  journal={Machine learning},
  volume={20},
  number={3},
  pages={273--297},
  year={1995},
  publisher={Springer}
}

@book{hosmer2000applied,
  title={Applied logistic regression},
  author={Hosmer, D.W. and Lemeshow, S.},
  volume={354},
  year={2000},
  publisher={Wiley-Interscience}
}

@book{boyd2004convex,
  title={Convex optimization},
  author={Boyd, S.P. and Vandenberghe, L.},
  year={2004},
  publisher={Cambridge Univ Pr}
}

@inproceedings{chapelle2011yahoo,
  title={Yahoo! learning to rank challenge overview},
  author={Chapelle, O. and Chang, Y.},
  booktitle={JMLR: Workshop and Conference Proceedings},
  volume={14},
  pages={1--24},
  year={2011}
}

	
@article{rosset2004boosting,
  title={Boosting as a regularized path to a maximum margin classifier},
  author={Rosset, S. and Zhu, J. and Hastie, T.},
  journal={The Journal of Machine Learning Research},
  volume={5},
  pages={941--973},
  year={2004},
  publisher={JMLR. org}
}

@article{viola2004robust,
  title={Robust real-time face detection},
  author={Viola, P. and Jones, M.J.},
  journal={IJCV},
  volume={57},
  number={2},
  pages={137--154},
  year={2004},
  publisher={Springer}
}
International journal of computer vision

@article{li2010object,
  title={Object bank: A high-level image representation for scene classification and semantic feature sparsification},
  author={Li, L.J. and Su, H. and Xing, E.P. and Fei-Fei, L.},
  journal={Advances in Neural Information Processing Systems},
  year={2010}
}

@inproceedings{lazebnik2006beyond,
  title={Beyond bags of features: Spatial pyramid matching for recognizing natural scene categories},
  author={Lazebnik, S. and Schmid, C. and Ponce, J.},
  booktitle={Computer Vision and Pattern Recognition, 2006 IEEE Computer Society Conference on},
  volume={2},
  pages={2169--2178},
  year={2006},
  organization={Ieee}
}

@inproceedings{ChaCha11,
	Author = {Chapelle, O. and Chang, Y.},
	Booktitle = {JMLR: Workshop and Conference Proceedings},
	Date-Added = {2011-05-27 10:00:38 -0700},
	Date-Modified = {2011-05-27 10:00:50 -0700},
	Pages = {1--24},
	Title = {Yahoo! learning to rank challenge overview},
	Volume = {14},
	Year = {2011}
}
	
@article{mohan10,
  author    = {Mohan, A. and
               Chen, Z. and
               Weinberger, K. Q. },
  title     = {Web-Search Ranking with Initialized Gradient Boosted Regression Trees},
  journal   = {The Journal of Machine Learning Research: Workshop and Conference Proceedings},
  volume    = {14},
  year      = {2011},
  pages     = {77-89},
  ee        = {http://www.jmlr.org/proceedings/papers/v14/mohan11a.html},
  bibsource = {DBLP, http://dblp.uni-trier.de}
}
	
	
@article{scholkopf2001kernel,
  title={The kernel trick for distances},
  author={Sch\"{o}lkopf, B.},
  journal={Advances in neural information processing systems},
  pages={301--307},
  year={2001},
  publisher={MIT; 1998}
}

@inproceedings{grubbspeedboost,
   author = "Grubb, A. and Bagnell, J. A.",
   title = "SpeedBoost: Anytime Prediction with Uniform Near-Optimality",
   booktitle = "AISTATS",
   year = "2012",
} 
month = "April",

booktitle = "Fifteenth International Conference on Artificial Intelligence and Statistics",

@inproceedings{schapire1999brief,
	Author = {Schapire, R.E.},
	Booktitle = {IJCAI},
	Pages = {1401--1406},
	Title = {A brief introduction to boosting},
	Volume = {16},
	Year = {1999}
}
Organization = {Lawrence Erlbaum Associates ltd},
IJCAI'16

@article{fleck1996finding,
	Author = {Fleck, M. and Forsyth, D. and Bregler, C.},
	Journal = {ECCV},
	Pages = {593--602},
	Publisher = {Springer},
	Title = {Finding naked people},
	Year = {1996}
}

@article{trevor2001elements,
  title={The elements of statistical learning: data mining, inference and prediction},
  author={Trevor, H. and Robert, T. and Jerome, F.},
  journal={New York: Springer-Verlag},
  volume={1},
  number={8},
  pages={371--406},
  year={2001}
}

@conference{weinberger2009feature,
	Author = {Weinberger, K.Q. and Dasgupta, A. and Langford, J. and Smola, A. and Attenberg, J.},
	Booktitle = {ICML},
	Pages = {1113--1120},
	Title = {Feature hashing for large scale multitask learning},
	Year = {2009}
}
Organization = {ACM},
Booktitle = {Proceedings of the 26th Annual International Conference on Machine Learning},

@article {chapelle2010b,
   author = {Chapelle, O. and Shivaswamy, P. and Vadrevu, S. and Weinberger, K. and Zhang, Y. and Tseng, B.},
   affiliation = {Yahoo! Labs, Sunnyvale, CA USA},
   title = {Boosted multi-task learning},
   journal = {Machine Learning},
   publisher = {Springer Netherlands},
   keyword = {Computer Science},
   pages = {1-25},
   year = {2010}
}

@inproceedings{BroGabJos10,
	Author = {Broder, A. and Gabrilovich, E. and Josifovski, V. and Mavromatis, G. and Metzler, D. and Wang, J.},
	Booktitle = {CIKM '10: Proceedings of the 19th ACM Conference on Information and Knowledge Management:Proceedings of the ACM Conference on Information and Knowledge Management},
	Date-Added = {2011-05-27 11:28:18 -0700},
	Date-Modified = {2011-05-27 11:28:18 -0700},
	Title = {Exploiting Site-Level Information to Improve Web Search},
	Year = {2010}
}

@article{kowalski2009sparse,
	Author = {Kowalski, M.},
	Journal = {Applied and Computational Harmonic Analysis},
	Number = {3},
	Pages = {303--324},
	Publisher = {Elsevier},
	Title = {Sparse regression using mixed norms},
	Volume = {27},
	Year = {2009}
}



@inproceedings{pujara2011using,
  title={Using Classifier Cascades for Scalable E-Mail Classification},
  author={Pujara, J. and Daum{\'e} III, H. and Getoor, L.},
  year={2011},
  booktitle={CEAS},   
  location={Perth, AU},
}
CEAS'8


@incollection{GaoKoller11,
 title ={Active Classification based on Value of Classifier},
 author={Gao, T. and Koller, D.},
 booktitle = {NIPS},
 pages = {1062--1070},
 year = {2011}
}
booktitle = {Advances in Neural Information Processing Systems 24},
editor = {J. Shawe-Taylor and R.S. Zemel and P. Bartlett and F.C.N. Pereira and K.Q. Weinberger},


@incollection{zheng2007general,
	Address = {Cambridge, MA},
	Author = {Zheng, Z. and Zha, H. and Zhang, T. and Chapelle, O. and Chen, K. and Sun, G.},
	Booktitle = {NIPS},
	Pages = {1697--1704},
	Title = {A General Boosting Method and its Application to Learning Ranking Functions for Web Search},
	Year = {2008}}
Booktitle = {Advances in Neural Information Processing Systems 20},
Editor = {J.C. Platt and D. Koller and Y. Singer and S. Roweis},
Publisher = {MIT Press},

@article{efron2004least,
  title={Least angle regression},
  author={Efron, B. and Hastie, T. and Johnstone, I. and Tibshirani, R.},
  journal={The Annals of Statistics},
  volume={32},
  number={2},
  pages={407--499},
  year={2004},
  publisher={Institute of Mathematical Statistics}
}

@book{trevor2009elements,
  title={The elements of statistical learning},
  author={Hastie, T. and Tibshirani, R. and Friedman, J. H.},
  year={2009},
  publisher={Springer}
}
	
@inproceedings{raykar2010designing,
	author = {Raykar, V.C. and Krishnapuram, B. and Yu, S.},
	booktitle = {Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining},
	pages = {853--860},
	title = {Designing efficient cascaded classifiers: tradeoff between accuracy and cost},
	year = {2010}
}


@incollection{Lefakis2010,
 title = {Joint Cascade Optimization Using A Product Of Boosted Classifiers},
 author = {Lefakis, L. and Fleuret, F.},
 booktitle = {NIPS},
 pages = {1315--1323},
 year = {2010}
}
editor = {J. Lafferty and C. K. I. Williams and J. Shawe-Taylor and R.S. Zemel and A. Culotta},
 booktitle = {Advances in Neural Information Processing Systems 23},

@incollection{Saberian2010,
 title = {Boosting Classifier Cascades},
 author = {Saberian, M. and Vasconcelos, N.},
 booktitle = {NIPS},
 editor = {J. Lafferty and C. K. I. Williams and J. Shawe-Taylor and R.S. Zemel and A. Culotta},
 pages = {2047--2055},
 year = {2010}
}
booktitle = {Advances in Neural Information Processing Systems 23},

@inproceedings{chen2011,
  title={Classifier Cascade for Minimizing Feature Evaluation Cost},
  author={Chen, M. and Xu, Z. and Weinberger, K. Q. and Chapelle, O.},
  year={2012},
  Booktitle={AISTATS},
}
# booktitle={Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics},


@inproceedings{dundar2007joint,
  title={Joint optimization of cascaded classifiers for computer aided detection},
  author={Dundar, M.M. and Bi, J.},
  booktitle={2007 IEEE Conference on Computer Vision and Pattern Recognition},
  pages={1--8},
  year={2007},
  organization={IEEE}
}

@inproceedings{cambazoglu2010early,
	Author = {Cambazoglu, B.B. and Zaragoza, H. and Chapelle, O. and Chen, J. and Liao, C. and Zheng, Z. and Degenhardt, J.},
	Booktitle = {WSDM'3},
	Pages = {411--420},
	Title = {Early exit optimizations for additive machine learned ranking systems},
	Year = {2010}}
Organization = {ACM},

@inproceedings{BroGabJos10,
	Author = {Broder, A. and Gabrilovich, E. and Josifovski, V. and Mavromatis, G. and Metzler, D. and Wang, J.},
	Booktitle = {CIKM '10: Proceedings of the 19th ACM Conference on Information and Knowledge Management:Proceedings of the ACM Conference on Information and Knowledge Management},
	Date-Added = {2011-05-27 11:28:18 -0700},
	Date-Modified = {2011-05-27 11:28:18 -0700},
	Title = {Exploiting Site-Level Information to Improve Web Search},
	Year = {2010}}


@article{jarvelin2002cumulated,
  title={{Cumulated gain-based evaluation of IR techniques}},
  author={J\"arvelin, K. and Kek\"al\"ainen, J.},
  journal={ACM TOIS},
  volume={20},
  number={4},
  pages={422--446},
  year={2002},
  publisher={ACM}
}

@book{breiman1984classification,
  title={Classification and regression trees},
  author={Breiman, L.},
  year={1984},
  publisher={Chapman \& Hall/CRC}
}

@article{friedman2001greedy,
  title={Greedy function approximation: a gradient boosting machine},
  author={Friedman, J.H.},
  journal={The Annals of Statistics},
  pages={1189--1232},
  year={2001},
  publisher={JSTOR}
}

@inproceedings{deng2011fast,
  title={Fast and Balanced: Efficient Label Tree Learning for Large Scale Object Recognition},
  author={Deng, J. and Satheesh, S. and Berg, A.C. and Fei-Fei, L.},
  year={2011},
  booktitle={NIPS}
}

@article{bengio2010label,
  title={Label embedding trees for large multi-class tasks},
  author={Bengio, S. and Weston, J. and Grangier, D.},
  journal={NIPS},
  volume={23},
  pages={163--171},
  year={2010}
}

@inproceedings{busa2012fast,
  title={Fast classification using sparse decision DAGs},
  author={Busa-Fekete, R. and Benbouzid, D. and K{\'e}gl, B. and others},
  booktitle={ICML},
  year={2012}
}
ICML29